He snatched the remote from the coffee table, his fingers clenching around it like a lifeline. His father, in his usual armchair uniform of khakis and a tucked-in polo, looked up, eyebrows raised in a silent query. "What are you watching?" his father asked, his voice slow and deliberate. "Nothing of your concern," Mark snapped, already scrolling through the channels. The familiar scent of his mother's pot roast permeated the air, a scent he'd once found comforting, now a potent reminder of his diminished circumstances. He’d spent his life trying to escape this small town, and here he was, back again, a failure in the eyes of his folks, and he knew it.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253